Pandas Profiling Report

Dataset statistics

Number of variables	32
Number of observations	28462
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	6.9 MiB
Average record size in memory	256.0 B

Variable types

NUM	31
BOOL	1

Reproduction

Analysis started	2022-07-10 03:11:01.566213
Analysis finished	2022-07-10 03:14:37.962511
Duration	3 minutes and 36.4 seconds
Version	pandas-profiling v2.7.1
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

`V30` is highly correlated with `ID`	High correlation
`ID` is highly correlated with `V30`	High correlation
`ID` has unique values	Unique

ID
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct count	28462
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	142549.8401377275
Minimum	10
Maximum	284806
Zeros	0
Zeros (%)	0.0%
Memory size	222.5 KiB

Quantile statistics

Minimum	10
5-th percentile	13961.9
Q1	71260
median	142683.5
Q3	213612.75
95-th percentile	270726.75
Maximum	284806
Range	284796
Interquartile range (IQR)	142352.75

Descriptive statistics

Standard deviation	82252.85147
Coefficient of variation (CV)	0.5770111801
Kurtosis	-1.196423337
Mean	142549.8401
Median Absolute Deviation (MAD)	71171.5
Skewness	-0.004957162232
Sum	4057253550
Variance	6765531576

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
10	1	< 0.1%
189690	1	< 0.1%
189894	1	< 0.1%
189891	1	< 0.1%
189887	1	< 0.1%
189876	1	< 0.1%
189786	1	< 0.1%
189785	1	< 0.1%
189778	1	< 0.1%
189773	1	< 0.1%
Other values (28452)	28452	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
10	1	< 0.1%
22	1	< 0.1%
63	1	< 0.1%
69	1	< 0.1%
83	1	< 0.1%

Value	Count	Frequency (%)
284806	1	< 0.1%
284801	1	< 0.1%
284790	1	< 0.1%
284779	1	< 0.1%
284769	1	< 0.1%

V1
Real number (ℝ)

Distinct count	28240
Unique (%)	99.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.0049667869432142705
Minimum	-29.51612308269
Maximum	2.41176914096716
Zeros	0
Zeros (%)	0.0%
Memory size	222.5 KiB

Quantile statistics

Minimum	-29.51612308
5-th percentile	-2.839277872
Q1	-0.9155254565
median	0.02358629474
Q3	1.315578426
95-th percentile	2.084102503
Maximum	2.411769141
Range	31.92789222
Interquartile range (IQR)	2.231103882

Descriptive statistics

Standard deviation	1.930639918
Coefficient of variation (CV)	388.7100333
Kurtosis	19.70025573
Mean	0.004966786943
Median Absolute Deviation (MAD)	1.19138935
Skewness	-2.749473701
Sum	141.36469
Variance	3.727370494

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2.053311214	11	< 0.1%
1.245673819	11	< 0.1%
2.085174876	7	< 0.1%
1.302377965	6	< 0.1%
-0.30252069	6	< 0.1%
2.055797006	6	< 0.1%
2.040211058	5	< 0.1%
2.108108353	5	< 0.1%
1.293053468	5	< 0.1%
1.332849312	5	< 0.1%
Other values (28230)	28395	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-29.51612308	1	< 0.1%
-26.45774465	1	< 0.1%
-24.74310535	1	< 0.1%
-23.92615348	1	< 0.1%
-23.91742439	1	< 0.1%

Value	Count	Frequency (%)
2.411769141	1	< 0.1%
2.409346575	1	< 0.1%
2.397168334	1	< 0.1%
2.38366966	1	< 0.1%
2.376511043	1	< 0.1%

V2
Real number (ℝ)

Distinct count	28240
Unique (%)	99.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.002014126365322109
Minimum	-38.3053101842846
Maximum	16.497471901867
Zeros	0
Zeros (%)	0.0%
Memory size	222.5 KiB

Quantile statistics

Minimum	-38.30531018
5-th percentile	-1.966487881
Q1	-0.5980531163
median	0.07547006061
Q3	0.8034627068
95-th percentile	1.775214836
Maximum	16.4974719
Range	54.80278209
Interquartile range (IQR)	1.401515823

Descriptive statistics

Standard deviation	1.605198335
Coefficient of variation (CV)	796.9700226
Kurtosis	57.8686229
Mean	0.002014126365
Median Absolute Deviation (MAD)	0.7019836454
Skewness	-3.594151137
Sum	57.32606461
Variance	2.576661695

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.08973464782	11	< 0.1%
0.1669750195	11	< 0.1%
0.3930505777	7	< 0.1%
-0.6065293082	6	< 0.1%
0.4474736062	6	< 0.1%
-0.3266677731	6	< 0.1%
-0.1469749748	5	< 0.1%
-0.2077395545	5	< 0.1%
0.4579691731	5	< 0.1%
0.3891982492	5	< 0.1%
Other values (28230)	28395	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-38.30531018	1	< 0.1%
-34.57506368	1	< 0.1%
-33.20419164	1	< 0.1%
-28.68310573	1	< 0.1%
-27.84413098	1	< 0.1%

Value	Count	Frequency (%)
16.4974719	1	< 0.1%
14.70633467	1	< 0.1%
11.87495667	1	< 0.1%
11.58638052	1	< 0.1%
10.85598062	1	< 0.1%

V3
Real number (ℝ)

Distinct count	28240
Unique (%)	99.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.0014137261772706811
Minimum	-30.1773174564996
Maximum	4.22610848028397
Zeros	0
Zeros (%)	0.0%
Memory size	222.5 KiB

Quantile statistics

Minimum	-30.17731746
5-th percentile	-2.36295984
Q1	-0.8730220637
median	0.1757835294
Q3	1.011562578
95-th percentile	2.052755087
Maximum	4.22610848
Range	34.40342594
Interquartile range (IQR)	1.884584641

Descriptive statistics

Standard deviation	1.499748693
Coefficient of variation (CV)	1060.848075
Kurtosis	21.63225896
Mean	0.001413726177
Median Absolute Deviation (MAD)	0.9203973637
Skewness	-2.104035513
Sum	40.23747446
Variance	2.249246142

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-1.681835669	11	< 0.1%
0.4883057426	11	< 0.1%
-4.508200532	7	< 0.1%
-0.6819861929	6	< 0.1%
-0.4957574879	6	< 0.1%
-2.752040956	6	< 0.1%
-2.955933665	5	< 0.1%
-3.386067132	5	< 0.1%
-1.940450108	5	< 0.1%
-2.165596605	5	< 0.1%
Other values (28230)	28395	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-30.17731746	1	< 0.1%
-23.73644341	1	< 0.1%
-23.27063052	1	< 0.1%
-22.80123769	1	< 0.1%
-21.40291681	1	< 0.1%

Value	Count	Frequency (%)
4.22610848	1	< 0.1%
3.93704831	1	< 0.1%
3.934537226	1	< 0.1%
3.874251347	1	< 0.1%
3.796873023	1	< 0.1%

V4
Real number (ℝ)

Distinct count	28240
Unique (%)	99.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.0018925265959060338
Minimum	-5.07124131015808
Maximum	12.1146718424589
Zeros	0
Zeros (%)	0.0%
Memory size	222.5 KiB

Quantile statistics

Minimum	-5.07124131
5-th percentile	-2.159026256
Q1	-0.8524436256
median	-0.02161930995
Q3	0.739043905
95-th percentile	2.561089614
Maximum	12.11467184
Range	17.18591315
Interquartile range (IQR)	1.591487531

Descriptive statistics

Standard deviation	1.405138646
Coefficient of variation (CV)	742.4670539
Kurtosis	2.393727921
Mean	0.001892526596
Median Absolute Deviation (MAD)	0.799427988
Skewness	0.6799742261
Sum	53.86509197
Variance	1.974414615

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.4542119602	11	< 0.1%
0.6353219207	11	< 0.1%
-0.3117706833	7	< 0.1%
-1.904603396	6	< 0.1%
-3.214799282	6	< 0.1%
-0.8423160333	6	< 0.1%
-0.5783559789	5	< 0.1%
-0.7207602231	5	< 0.1%
0.1731488624	5	< 0.1%
-0.3068726238	5	< 0.1%
Other values (28230)	28395	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-5.07124131	1	< 0.1%
-5.024097003	1	< 0.1%
-4.934327998	1	< 0.1%
-4.886161031	1	< 0.1%
-4.817064235	1	< 0.1%

Value	Count	Frequency (%)
12.11467184	1	< 0.1%
11.84477659	1	< 0.1%
11.82499023	1	< 0.1%
9.752790921	1	< 0.1%
9.739256745	1	< 0.1%

V5
Real number (ℝ)

Distinct count	28240
Unique (%)	99.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.003968809374979428
Minimum	-21.5770187944452
Maximum	24.3453104894197
Zeros	0
Zeros (%)	0.0%
Memory size	222.5 KiB

Quantile statistics

Minimum	-21.57701879
5-th percentile	-1.706978355
Q1	-0.6980097081
median	-0.05278004051
Q3	0.5987118622
95-th percentile	2.116674425
Maximum	24.34531049
Range	45.92232928
Interquartile range (IQR)	1.29672157

Descriptive statistics

Standard deviation	1.335147163
Coefficient of variation (CV)	-336.4100002
Kurtosis	22.04133633
Mean	-0.003968809375
Median Absolute Deviation (MAD)	0.6482127359
Skewness	-0.05696903594
Sum	-112.9602524
Variance	1.782617946

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.2983103715	11	< 0.1%
-0.5627766808	11	< 0.1%
3.510116942	7	< 0.1%
1.326623107	6	< 0.1%
2.705041053	6	< 0.1%
2.46307226	6	< 0.1%
2.609358271	5	< 0.1%
2.905339114	5	< 0.1%
2.609569767	5	< 0.1%
2.641351251	5	< 0.1%
Other values (28230)	28395	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-21.57701879	1	< 0.1%
-17.89259969	1	< 0.1%
-16.45977262	1	< 0.1%
-15.65220768	1	< 0.1%
-15.00043486	1	< 0.1%

Value	Count	Frequency (%)
24.34531049	1	< 0.1%
18.11385136	1	< 0.1%
16.62539395	1	< 0.1%
14.30688991	1	< 0.1%
14.17053131	1	< 0.1%

V6
Real number (ℝ)

Distinct count	28240
Unique (%)	99.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.01772964458938549
Minimum	-16.1726142472149
Maximum	12.1289504125238
Zeros	0
Zeros (%)	0.0%
Memory size	222.5 KiB

Quantile statistics

Minimum	-16.17261425
5-th percentile	-1.410976138
Q1	-0.7749201289
median	-0.2807422431
Q3	0.3772657483
95-th percentile	3.0871806
Maximum	12.12895041
Range	28.30156466
Interquartile range (IQR)	1.152185877

Descriptive statistics

Standard deviation	1.292214481
Coefficient of variation (CV)	-72.88439845
Kurtosis	5.17567673
Mean	-0.01772964459
Median Absolute Deviation (MAD)	0.555755397
Skewness	1.189671504
Sum	-504.6211443
Variance	1.669818264

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-0.9535260864	11	< 0.1%
-1.011072616	11	< 0.1%
2.45329922	7	< 0.1%
3.436312447	6	< 0.1%
2.762439585	6	< 0.1%
3.173856423	6	< 0.1%
3.142641531	5	< 0.1%
2.932171176	5	< 0.1%
3.014117069	5	< 0.1%
2.808083764	5	< 0.1%
Other values (28230)	28395	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-16.17261425	1	< 0.1%
-9.847370433	1	< 0.1%
-9.352917253	1	< 0.1%
-9.312813627	1	< 0.1%
-8.654662798	1	< 0.1%

Value	Count	Frequency (%)
12.12895041	1	< 0.1%
9.911165761	1	< 0.1%
9.410863797	1	< 0.1%
7.769638865	1	< 0.1%
7.449136213	1	< 0.1%

V7
Real number (ℝ)

Distinct count	28240
Unique (%)	99.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.005555630415827993
Minimum	-31.1973285494605
Maximum	26.2377221989235
Zeros	0
Zeros (%)	0.0%
Memory size	222.5 KiB

Quantile statistics

Minimum	-31.19732855
5-th percentile	-1.41120689
Q1	-0.5462900208
median	0.04627964114
Q3	0.5668246512
95-th percentile	1.418697911
Maximum	26.2377222
Range	57.43505075
Interquartile range (IQR)	1.113114672

Descriptive statistics

Standard deviation	1.165132238
Coefficient of variation (CV)	209.7209769
Kurtosis	71.27910375
Mean	0.005555630416
Median Absolute Deviation (MAD)	0.5551589749
Skewness	-1.478461437
Sum	158.1243529
Variance	1.357533132

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.1520025453	11	< 0.1%
0.01495266147	11	< 0.1%
0.220468581	7	< 0.1%
-1.145126827	6	< 0.1%
0.5938465551	6	< 0.1%
-0.432125924	6	< 0.1%
-0.4168828412	5	< 0.1%
0.05479561099	5	< 0.1%
-0.2694147581	5	< 0.1%
-0.1716266361	5	< 0.1%
Other values (28230)	28395	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-31.19732855	1	< 0.1%
-28.01129291	1	< 0.1%
-21.3404781	1	< 0.1%
-17.29065667	1	< 0.1%
-16.92515204	1	< 0.1%

Value	Count	Frequency (%)
26.2377222	1	< 0.1%
18.5857295	1	< 0.1%
15.72265412	1	< 0.1%
15.10983721	1	< 0.1%
14.78505104	1	< 0.1%

V8
Real number (ℝ)

Distinct count	28240
Unique (%)	99.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.009023011049873238
Minimum	-26.2780073456916
Maximum	12.4311404723263
Zeros	0
Zeros (%)	0.0%
Memory size	222.5 KiB

Quantile statistics

Minimum	-26.27800735
5-th percentile	-0.8443805971
Q1	-0.2109413002
median	0.02262170688
Q3	0.3238364238
95-th percentile	1.056640033
Maximum	12.43114047
Range	38.70914782
Interquartile range (IQR)	0.5347777241

Descriptive statistics

Standard deviation	1.103537666
Coefficient of variation (CV)	122.302595
Kurtosis	95.03387426
Mean	0.00902301105
Median Absolute Deviation (MAD)	0.2596305336
Skewness	-5.752817172
Sum	256.8129405
Variance	1.21779538

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-0.2070713797	11	< 0.1%
-0.1602108633	11	< 0.1%
0.5433768006	7	< 0.1%
0.9591472621	6	< 0.1%
0.5564510255	6	< 0.1%
0.7277062007	6	< 0.1%
0.7843929483	5	< 0.1%
0.5621290396	5	< 0.1%
0.7544204408	5	< 0.1%
0.6833517336	5	< 0.1%
Other values (28230)	28395	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-26.27800735	1	< 0.1%
-25.61447382	1	< 0.1%
-23.02234811	1	< 0.1%
-22.73975536	1	< 0.1%
-21.7254415	1	< 0.1%

Value	Count	Frequency (%)
12.43114047	1	< 0.1%
11.54125258	1	< 0.1%
9.835983793	1	< 0.1%
9.561120789	1	< 0.1%
9.500040797	1	< 0.1%

V9
Real number (ℝ)

Distinct count	28240
Unique (%)	99.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.0049046109716675505
Minimum	-9.46257260540015
Maximum	7.93741281438886
Zeros	0
Zeros (%)	0.0%
Memory size	222.5 KiB

Quantile statistics

Minimum	-9.462572605
5-th percentile	-1.7299043
Q1	-0.642759823
median	-0.06662254964
Q3	0.5963083644
95-th percentile	1.76541639
Maximum	7.937412814
Range	17.39998542
Interquartile range (IQR)	1.239068187

Descriptive statistics

Standard deviation	1.090842875
Coefficient of variation (CV)	-222.4117022
Kurtosis	3.128458761
Mean	-0.004904610972
Median Absolute Deviation (MAD)	0.6194770993
Skewness	0.5228451239
Sum	-139.5950375
Variance	1.189938178

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.5873352664	11	< 0.1%
0.1703618522	11	< 0.1%
-0.1004339049	7	< 0.1%
1.671301564	6	< 0.1%
0.6977195955	6	< 0.1%
0.6086058703	6	< 0.1%
0.3599023789	5	< 0.1%
0.01765421736	5	< 0.1%
-0.2210090971	5	< 0.1%
-0.2979620013	5	< 0.1%
Other values (28230)	28395	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-9.462572605	1	< 0.1%
-8.9609217	1	< 0.1%
-8.550110327	1	< 0.1%
-6.287735948	1	< 0.1%
-6.264903488	1	< 0.1%

Value	Count	Frequency (%)
7.937412814	1	< 0.1%
7.929050859	1	< 0.1%
7.817205289	1	< 0.1%
7.381458344	1	< 0.1%
7.14068381	1	< 0.1%

V10
Real number (ℝ)

Distinct count	28240
Unique (%)	99.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.0022988978086047793
Minimum	-22.1870885620007
Maximum	12.1618895253889
Zeros	0
Zeros (%)	0.0%
Memory size	222.5 KiB

Quantile statistics

Minimum	-22.18708856
5-th percentile	-1.353350803
Q1	-0.5404630128
median	-0.09938615696
Q3	0.4527631991
95-th percentile	1.54899523
Maximum	12.16188953
Range	34.34897809
Interquartile range (IQR)	0.9932262118

Descriptive statistics

Standard deviation	1.084560219
Coefficient of variation (CV)	-471.7740017
Kurtosis	35.29164848
Mean	-0.002298897809
Median Absolute Deviation (MAD)	0.4809517248
Skewness	0.9028930408
Sum	-65.43122943
Variance	1.176270868

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-0.3620473484	11	< 0.1%
-0.04457458938	11	< 0.1%
-1.0186222	7	< 0.1%
-1.02294603	6	< 0.1%
-1.090180906	6	< 0.1%
-0.07518616994	6	< 0.1%
-0.3510751014	5	< 0.1%
0.1905068763	5	< 0.1%
-0.6207998601	5	< 0.1%
-0.6520966004	5	< 0.1%
Other values (28230)	28395	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-22.18708856	1	< 0.1%
-18.91324333	1	< 0.1%
-16.64962816	1	< 0.1%
-15.56379134	2	< 0.1%
-15.23996196	1	< 0.1%

Value	Count	Frequency (%)
12.16188953	1	< 0.1%
12.07613397	1	< 0.1%
12.07139053	1	< 0.1%
11.70835808	1	< 0.1%
11.51587974	1	< 0.1%

V11
Real number (ℝ)

Distinct count	28240
Unique (%)	99.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.004006781755657953
Minimum	-4.45385284150054
Maximum	10.8530116481991
Zeros	0
Zeros (%)	0.0%
Memory size	222.5 KiB

Quantile statistics

Minimum	-4.453852842
5-th percentile	-1.567092698
Q1	-0.7558669447
median	-0.03352678462
Q3	0.7436992039
95-th percentile	1.6111164
Maximum	10.85301165
Range	15.30686449
Interquartile range (IQR)	1.499566149

Descriptive statistics

Standard deviation	1.016506954
Coefficient of variation (CV)	253.6966115
Kurtosis	1.688200914
Mean	0.004006781756
Median Absolute Deviation (MAD)	0.7495063624
Skewness	0.3453110861
Sum	114.0410223
Variance	1.033286388

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-0.5895980404	11	< 0.1%
-0.3567490185	11	< 0.1%
0.8070381067	7	< 0.1%
-0.1914229727	6	< 0.1%
-0.1110879642	6	< 0.1%
0.0635044576	6	< 0.1%
0.3296508837	5	< 0.1%
-0.0790885091	5	< 0.1%
0.348748433	5	< 0.1%
0.4180026649	5	< 0.1%
Other values (28230)	28395	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-4.453852842	1	< 0.1%
-3.881222482	1	< 0.1%
-3.790279772	1	< 0.1%
-3.712310441	1	< 0.1%
-3.548838638	1	< 0.1%

Value	Count	Frequency (%)
10.85301165	1	< 0.1%
10.00219022	1	< 0.1%
9.691460982	1	< 0.1%
9.567110295	1	< 0.1%
9.179225309	1	< 0.1%

V12
Real number (ℝ)

Distinct count	28240
Unique (%)	99.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.0024803582087939515
Minimum	-16.0603057628826
Maximum	4.20268513071349
Zeros	0
Zeros (%)	0.0%
Memory size	222.5 KiB

Quantile statistics

Minimum	-16.06030576
5-th percentile	-1.964972642
Q1	-0.4082846081
median	0.1373695588
Q3	0.6187214286
95-th percentile	1.242821377
Maximum	4.202685131
Range	20.26299089
Interquartile range (IQR)	1.027006037

Descriptive statistics

Standard deviation	0.99073073
Coefficient of variation (CV)	399.4305042
Kurtosis	19.53029796
Mean	0.002480358209
Median Absolute Deviation (MAD)	0.5079657583
Skewness	-2.182914828
Sum	70.59595534
Variance	0.9815473794

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-0.1747120531	11	< 0.1%
-0.07345951735	11	< 0.1%
-0.3305476278	7	< 0.1%
0.6310273415	6	< 0.1%
0.06265234746	6	< 0.1%
0.3505635733	6	< 0.1%
0.1835081206	5	< 0.1%
0.2326135282	5	< 0.1%
-0.2961049482	5	< 0.1%
-0.3224369237	5	< 0.1%
Other values (28230)	28395	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-16.06030576	1	< 0.1%
-15.96920752	1	< 0.1%
-15.59232322	2	< 0.1%
-15.14498822	1	< 0.1%
-14.25707131	1	< 0.1%

Value	Count	Frequency (%)
4.202685131	1	< 0.1%
4.197070802	1	< 0.1%
4.072078461	1	< 0.1%
3.987996488	1	< 0.1%
3.902407439	1	< 0.1%

V13
Real number (ℝ)

Distinct count	28240
Unique (%)	99.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.004170312115240116
Minimum	-3.84894314852575
Maximum	4.46541317709086
Zeros	0
Zeros (%)	0.0%
Memory size	222.5 KiB

Quantile statistics

Minimum	-3.848943149
5-th percentile	-1.642934526
Q1	-0.6387406602
median	-0.01231746356
Q3	0.6663923574
95-th percentile	1.646142207
Maximum	4.465413177
Range	8.314356326
Interquartile range (IQR)	1.305133018

Descriptive statistics

Standard deviation	1.000558497
Coefficient of variation (CV)	239.9241278
Kurtosis	0.2322579458
Mean	0.004170312115
Median Absolute Deviation (MAD)	0.6517251079
Skewness	0.06028913181
Sum	118.6954234
Variance	1.001117306

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-0.6211270614	11	< 0.1%
-0.5177596942	11	< 0.1%
-0.5314186517	7	< 0.1%
0.03190727035	6	< 0.1%
-0.2384570315	6	< 0.1%
-0.1412383222	6	< 0.1%
-0.272918545	5	< 0.1%
-0.3664298059	5	< 0.1%
-0.1187357026	5	< 0.1%
-0.1434691546	5	< 0.1%
Other values (28230)	28395	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-3.848943149	1	< 0.1%
-3.794186847	1	< 0.1%
-3.785719072	1	< 0.1%
-3.696464292	1	< 0.1%
-3.588258905	1	< 0.1%

Value	Count	Frequency (%)
4.465413177	1	< 0.1%
4.262850926	1	< 0.1%
3.754715169	1	< 0.1%
3.708994098	1	< 0.1%
3.590139297	1	< 0.1%

V14
Real number (ℝ)

Distinct count	28240
Unique (%)	99.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.012298899880292084
Minimum	-14.9529810390579
Maximum	7.69220854356782
Zeros	0
Zeros (%)	0.0%
Memory size	222.5 KiB

Quantile statistics

Minimum	-14.95298104
5-th percentile	-1.435108211
Q1	-0.4113738838
median	0.05967960827
Q3	0.5001895424
95-th percentile	1.394479258
Maximum	7.692208544
Range	22.64518958
Interquartile range (IQR)	0.9115634262

Descriptive statistics

Standard deviation	0.9387524563
Coefficient of variation (CV)	76.32816475
Kurtosis	20.94873027
Mean	0.01229889988
Median Absolute Deviation (MAD)	0.454507156
Skewness	-1.736453899
Sum	350.0512884
Variance	0.8812561743

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-0.703512784	11	< 0.1%
0.4069689344	11	< 0.1%
-2.181448825	7	< 0.1%
-0.03142538126	6	< 0.1%
0.2157381385	6	< 0.1%
0.6909716184	6	< 0.1%
-0.5974366652	5	< 0.1%
0.7970403226	5	< 0.1%
-1.192582007	5	< 0.1%
-1.154524296	5	< 0.1%
Other values (28230)	28395	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-14.95298104	1	< 0.1%
-14.69072913	1	< 0.1%
-13.96947063	1	< 0.1%
-13.78037749	1	< 0.1%
-13.51707241	1	< 0.1%

Value	Count	Frequency (%)
7.692208544	1	< 0.1%
6.724832275	1	< 0.1%
6.136526564	1	< 0.1%
5.970329046	1	< 0.1%
5.947221931	1	< 0.1%

V15
Real number (ℝ)

Distinct count	28240
Unique (%)	99.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.0031773891275799554
Minimum	-4.39130706780494
Maximum	3.84573771222941
Zeros	0
Zeros (%)	0.0%
Memory size	222.5 KiB

Quantile statistics

Minimum	-4.391307068
5-th percentile	-1.597270883
Q1	-0.5723776659
median	0.05360620288
Q3	0.6483100207
95-th percentile	1.373585243
Maximum	3.845737712
Range	8.23704478
Interquartile range (IQR)	1.220687687

Descriptive statistics

Standard deviation	0.9137471652
Coefficient of variation (CV)	287.5779857
Kurtosis	0.2393183028
Mean	0.003177389128
Median Absolute Deviation (MAD)	0.6103905662
Skewness	-0.330890041
Sum	90.43484935
Variance	0.834933882

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.2719566102	11	< 0.1%
1.124146923	11	< 0.1%
0.3887240831	7	< 0.1%
1.446626976	6	< 0.1%
1.069355893	6	< 0.1%
1.275257039	6	< 0.1%
0.5838968103	5	< 0.1%
0.08596036846	5	< 0.1%
1.278393499	5	< 0.1%
1.157633714	5	< 0.1%
Other values (28230)	28395	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-4.391307068	1	< 0.1%
-3.918266084	1	< 0.1%
-3.879892017	1	< 0.1%
-3.792232742	1	< 0.1%
-3.657525363	1	< 0.1%

Value	Count	Frequency (%)
3.845737712	1	< 0.1%
3.654317985	1	< 0.1%
3.505545636	1	< 0.1%
3.426887172	1	< 0.1%
3.356618131	1	< 0.1%

V16
Real number (ℝ)

Distinct count	28240
Unique (%)	99.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.004912565699131202
Minimum	-12.675268899047
Maximum	4.46222918501709
Zeros	0
Zeros (%)	0.0%
Memory size	222.5 KiB

Quantile statistics

Minimum	-12.6752689
5-th percentile	-1.475228955
Q1	-0.4616734434
median	0.07093079437
Q3	0.5216013173
95-th percentile	1.318238859
Maximum	4.462229185
Range	17.13749808
Interquartile range (IQR)	0.9832747607

Descriptive statistics

Standard deviation	0.8642892797
Coefficient of variation (CV)	175.9343961
Kurtosis	9.41240903
Mean	0.004912565699
Median Absolute Deviation (MAD)	0.488074316
Skewness	-1.084303575
Sum	139.8214449
Variance	0.746995959

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.3186880634	11	< 0.1%
0.3424697541	11	< 0.1%
0.2320713777	7	< 0.1%
-0.1218203786	6	< 0.1%
-0.2552305247	6	< 0.1%
-0.371962125	6	< 0.1%
0.1786758365	5	< 0.1%
-0.7218472216	5	< 0.1%
0.9232678168	5	< 0.1%
0.8781749178	5	< 0.1%
Other values (28230)	28395	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-12.6752689	1	< 0.1%
-12.22718928	1	< 0.1%
-11.86673064	1	< 0.1%
-10.34232836	2	< 0.1%
-10.05311224	1	< 0.1%

Value	Count	Frequency (%)
4.462229185	1	< 0.1%
3.930881236	1	< 0.1%
3.817853995	1	< 0.1%
3.781893382	1	< 0.1%
3.668589231	1	< 0.1%

V17
Real number (ℝ)

Distinct count	28240
Unique (%)	99.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.007552178839944638
Minimum	-20.7406637223494
Maximum	6.98354540000001
Zeros	0
Zeros (%)	0.0%
Memory size	222.5 KiB

Quantile statistics

Minimum	-20.74066372
5-th percentile	-0.9773600373
Q1	-0.4740469372
median	-0.06617395003
Q3	0.3993369503
95-th percentile	1.288703056
Maximum	6.9835454
Range	27.72420912
Interquartile range (IQR)	0.8733838876

Descriptive statistics

Standard deviation	0.821527979
Coefficient of variation (CV)	108.7802602
Kurtosis	78.14639322
Mean	0.00755217884
Median Absolute Deviation (MAD)	0.4332080927
Skewness	-2.89992687
Sum	214.9501141
Variance	0.6749082203

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.5493651287	11	< 0.1%
-0.3746564401	11	< 0.1%
2.125021883	7	< 0.1%
-0.651405237	6	< 0.1%
-1.072084985	6	< 0.1%
-0.6019568028	6	< 0.1%
0.4738982783	5	< 0.1%
-0.169346325	5	< 0.1%
0.3953793795	5	< 0.1%
0.5369175197	5	< 0.1%
Other values (28230)	28395	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-20.74066372	1	< 0.1%
-18.75064115	1	< 0.1%
-18.58736621	1	< 0.1%
-17.09844421	1	< 0.1%
-16.04922782	1	< 0.1%

Value	Count	Frequency (%)
6.9835454	1	< 0.1%
6.826462079	1	< 0.1%
6.443509864	1	< 0.1%
6.354263327	1	< 0.1%
6.196291388	1	< 0.1%

V18
Real number (ℝ)

Distinct count	28240
Unique (%)	99.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.005732750100152666
Minimum	-8.15366802624724
Maximum	3.50591639849878
Zeros	0
Zeros (%)	0.0%
Memory size	222.5 KiB

Quantile statistics

Minimum	-8.153668026
5-th percentile	-1.3605241
Q1	-0.4916929958
median	0.0008903603232
Q3	0.5096249979
95-th percentile	1.404890047
Maximum	3.505916398
Range	11.65958442
Interquartile range (IQR)	1.001317994

Descriptive statistics

Standard deviation	0.8332798955
Coefficient of variation (CV)	145.3543031
Kurtosis	1.987441399
Mean	0.0057327501
Median Absolute Deviation (MAD)	0.5007206566
Skewness	-0.1969611546
Sum	163.1655334
Variance	0.6943553842

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-0.2577858579	11	< 0.1%
-0.4389924324	11	< 0.1%
0.4055486736	7	< 0.1%
0.6179704765	6	< 0.1%
0.4851104315	6	< 0.1%
-0.05264014626	6	< 0.1%
-0.4988497987	5	< 0.1%
-0.8953926376	5	< 0.1%
1.039037697	5	< 0.1%
0.7128730126	5	< 0.1%
Other values (28230)	28395	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-8.153668026	1	< 0.1%
-8.092648773	1	< 0.1%
-6.920761861	1	< 0.1%
-6.000358798	1	< 0.1%
-5.882135938	2	< 0.1%

Value	Count	Frequency (%)
3.505916398	1	< 0.1%
3.490798437	1	< 0.1%
3.290814052	1	< 0.1%
3.16242418	1	< 0.1%
3.154653396	1	< 0.1%

V19
Real number (ℝ)

Distinct count	28240
Unique (%)	99.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.00014635166290159594
Minimum	-4.19714532925075
Maximum	5.59197142733558
Zeros	0
Zeros (%)	0.0%
Memory size	222.5 KiB

Quantile statistics

Minimum	-4.197145329
5-th percentile	-1.335847664
Q1	-0.4630593596
median	0.0003966369686
Q3	0.4627723724
95-th percentile	1.271303341
Maximum	5.591971427
Range	9.789116757
Interquartile range (IQR)	0.9258317321

Descriptive statistics

Standard deviation	0.8088973487
Coefficient of variation (CV)	5527.079998
Kurtosis	1.771322171
Mean	0.0001463516629
Median Absolute Deviation (MAD)	0.4629111244
Skewness	0.154401687
Sum	4.16546103
Variance	0.6543149208

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.01625612798	11	< 0.1%
-0.116090785	11	< 0.1%
-0.4409295119	7	< 0.1%
0.9276000446	6	< 0.1%
0.2713148852	6	< 0.1%
-0.3305904484	6	< 0.1%
-0.1400986848	5	< 0.1%
0.00212759717	5	< 0.1%
-0.2529238958	5	< 0.1%
0.006773555225	5	< 0.1%
Other values (28230)	28395	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-4.197145329	1	< 0.1%
-3.838863333	1	< 0.1%
-3.677027227	1	< 0.1%
-3.627010019	1	< 0.1%
-3.614090859	1	< 0.1%

Value	Count	Frequency (%)
5.591971427	1	< 0.1%
5.22834179	1	< 0.1%
4.801122553	1	< 0.1%
4.29652623	1	< 0.1%
4.160209877	1	< 0.1%

V20
Real number (ℝ)

Distinct count	28240
Unique (%)	99.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.0019279818010212025
Minimum	-18.2923079729601
Maximum	24.1338941917421
Zeros	0
Zeros (%)	0.0%
Memory size	222.5 KiB

Quantile statistics

Minimum	-18.29230797
5-th percentile	-0.5514410449
Q1	-0.2128764332
median	-0.0624809074
Q3	0.1315915906
95-th percentile	0.8122387751
Maximum	24.13389419
Range	42.42620216
Interquartile range (IQR)	0.3444680238

Descriptive statistics

Standard deviation	0.7295830443
Coefficient of variation (CV)	378.4180141
Kurtosis	132.5310825
Mean	0.001927981801
Median Absolute Deviation (MAD)	0.1681546559
Skewness	1.100921802
Sum	54.87421802
Variance	0.5322914186

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-0.1874207884	11	< 0.1%
-0.1320797243	11	< 0.1%
-0.08698932974	7	< 0.1%
0.005756655419	6	< 0.1%
0.1560890111	6	< 0.1%
-0.1803701186	6	< 0.1%
-0.1207140343	5	< 0.1%
-0.174293455	5	< 0.1%
0.02502007573	5	< 0.1%
0.0536071193	5	< 0.1%
Other values (28230)	28395	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-18.29230797	1	< 0.1%
-15.44898594	1	< 0.1%
-15.214033	1	< 0.1%
-13.27603434	1	< 0.1%
-12.36765281	1	< 0.1%

Value	Count	Frequency (%)
24.13389419	1	< 0.1%
16.43692035	1	< 0.1%
15.36259431	1	< 0.1%
15.08213486	1	< 0.1%
11.72110222	1	< 0.1%

V21
Real number (ℝ)

Distinct count	28240
Unique (%)	99.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.3363214228715426e-05
Minimum	-14.0044101719208
Maximum	22.5995433627945
Zeros	0
Zeros (%)	0.0%
Memory size	222.5 KiB

Quantile statistics

Minimum	-14.00441017
5-th percentile	-0.5018778398
Q1	-0.2261962902
median	-0.02943017976
Q3	0.1869047708
95-th percentile	0.539089694
Maximum	22.59954336
Range	36.60395353
Interquartile range (IQR)	0.413101061

Descriptive statistics

Standard deviation	0.7008590955
Coefficient of variation (CV)	52446.89515
Kurtosis	182.4529354
Mean	1.336321423e-05
Median Absolute Deviation (MAD)	0.2052842912
Skewness	5.471838075
Sum	0.3803438034
Variance	0.4912034717

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-0.3611580366	11	< 0.1%
-0.262580846	11	< 0.1%
-0.06721666134	7	< 0.1%
-0.06420828148	6	< 0.1%
0.007342802666	6	< 0.1%
0.2697649514	6	< 0.1%
-0.3523338005	5	< 0.1%
0.09524831031	5	< 0.1%
-0.1211256316	5	< 0.1%
-0.2074324045	5	< 0.1%
Other values (28230)	28395	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-14.00441017	1	< 0.1%
-12.30486011	1	< 0.1%
-11.53970896	1	< 0.1%
-10.82907569	1	< 0.1%
-10.22474702	1	< 0.1%

Value	Count	Frequency (%)
22.59954336	1	< 0.1%
22.58067527	1	< 0.1%
17.20699094	1	< 0.1%
16.66646549	1	< 0.1%
16.01318537	1	< 0.1%

V22
Real number (ℝ)

Distinct count	28240
Unique (%)	99.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.0012243094032238515
Minimum	-8.55580793045634
Maximum	6.09051350612959
Zeros	0
Zeros (%)	0.0%
Memory size	222.5 KiB

Quantile statistics

Minimum	-8.55580793
5-th percentile	-1.071958116
Q1	-0.5426244491
median	0.008400859995
Q3	0.5281634447
95-th percentile	1.125877923
Maximum	6.090513506
Range	14.64632144
Interquartile range (IQR)	1.070787894

Descriptive statistics

Standard deviation	0.7213501757
Coefficient of variation (CV)	589.1894433
Kurtosis	2.284109083
Mean	0.001224309403
Median Absolute Deviation (MAD)	0.5364467129
Skewness	-0.2132933502
Sum	34.84629423
Variance	0.520346076

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-0.9842619492	11	< 0.1%
-0.8162637632	11	< 0.1%
-0.07264159949	7	< 0.1%
-0.08058707745	6	< 0.1%
0.2508856951	6	< 0.1%
0.8446266468	6	< 0.1%
-0.9969367748	5	< 0.1%
0.3675263574	5	< 0.1%
-0.4277532964	5	< 0.1%
-0.6924166842	5	< 0.1%
Other values (28230)	28395	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-8.55580793	1	< 0.1%
-8.454599243	1	< 0.1%
-5.61943901	1	< 0.1%
-5.381108371	1	< 0.1%
-4.933840726	1	< 0.1%

Value	Count	Frequency (%)
6.090513506	1	< 0.1%
4.753500893	1	< 0.1%
4.249170388	1	< 0.1%
4.143681027	1	< 0.1%
3.78525472	1	< 0.1%

V23
Real number (ℝ)

Distinct count	28240
Unique (%)	99.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.0014899996081086722
Minimum	-25.3567442522144
Maximum	18.94673403604
Zeros	0
Zeros (%)	0.0%
Memory size	222.5 KiB

Quantile statistics

Minimum	-25.35674425
5-th percentile	-0.472331233
Q1	-0.1604184572
median	-0.01137215797
Q3	0.1460944024
95-th percentile	0.4744461135
Maximum	18.94673404
Range	44.30347829
Interquartile range (IQR)	0.3065128595

Descriptive statistics

Standard deviation	0.588076297
Coefficient of variation (CV)	394.6821823
Kurtosis	297.8216684
Mean	0.001489999608
Median Absolute Deviation (MAD)	0.1530934838
Skewness	-0.7859064417
Sum	42.40836885
Variance	0.3458337311

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.3541980943	11	< 0.1%
0.140304302	11	< 0.1%
-0.03658428268	7	< 0.1%
-0.07299107927	6	< 0.1%
-0.3315996894	6	< 0.1%
0.02067466769	6	< 0.1%
0.363484906	5	< 0.1%
0.01053519588	5	< 0.1%
-0.1593356951	5	< 0.1%
-0.1185975116	5	< 0.1%
Other values (28230)	28395	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-25.35674425	1	< 0.1%
-17.02615583	1	< 0.1%
-12.34226745	1	< 0.1%
-10.54703842	1	< 0.1%
-10.52220324	1	< 0.1%

Value	Count	Frequency (%)
18.94673404	1	< 0.1%
17.60663686	1	< 0.1%
13.94456738	1	< 0.1%
13.87622086	1	< 0.1%
12.12229248	1	< 0.1%

V24
Real number (ℝ)

Distinct count	28240
Unique (%)	99.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.0013551346311998552
Minimum	-2.80789696214131
Maximum	3.6587458934094
Zeros	0
Zeros (%)	0.0%
Memory size	222.5 KiB

Quantile statistics

Minimum	-2.807896962
5-th percentile	-1.143840364
Q1	-0.3523096765
median	0.04007614838
Q3	0.4414017049
95-th percentile	0.8571347108
Maximum	3.658745893
Range	6.466642856
Interquartile range (IQR)	0.7937113814

Descriptive statistics

Standard deviation	0.6031809248
Coefficient of variation (CV)	445.1077487
Kurtosis	0.6110527575
Mean	0.001355134631
Median Absolute Deviation (MAD)	0.3970236919
Skewness	-0.5886991119
Sum	38.56984187
Variance	0.3638272281

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.6207093385	11	< 0.1%
0.3578272493	11	< 0.1%
0.5296927676	7	< 0.1%
1.01813597	6	< 0.1%
1.00995228	6	< 0.1%
0.7262118838	6	< 0.1%
0.6048265698	5	< 0.1%
0.7841845007	5	< 0.1%
0.8571347108	5	< 0.1%
0.8914796679	5	< 0.1%
Other values (28230)	28395	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-2.807896962	1	< 0.1%
-2.706616114	1	< 0.1%
-2.690685405	1	< 0.1%
-2.687772829	1	< 0.1%
-2.545076859	1	< 0.1%

Value	Count	Frequency (%)
3.658745893	1	< 0.1%
3.641635192	1	< 0.1%
3.629724177	1	< 0.1%
3.513606331	1	< 0.1%
3.364577787	1	< 0.1%

V25
Real number (ℝ)

Distinct count	28240
Unique (%)	99.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.002284470201616712
Minimum	-6.03505426830842
Maximum	5.52509270434918
Zeros	0
Zeros (%)	0.0%
Memory size	222.5 KiB

Quantile statistics

Minimum	-6.035054268
5-th percentile	-0.8413967672
Q1	-0.3220983711
median	0.01668405859
Q3	0.3529303681
95-th percentile	0.77960806
Maximum	5.525092704
Range	11.56014697
Interquartile range (IQR)	0.6750287392

Descriptive statistics

Standard deviation	0.5268641035
Coefficient of variation (CV)	230.6285734
Kurtosis	3.142058139
Mean	0.002284470202
Median Absolute Deviation (MAD)	0.3375829338
Skewness	-0.2929824587
Sum	65.02059088
Variance	0.2775857836

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-0.2971378761	11	< 0.1%
0.1864229457	11	< 0.1%
0.414685142	7	< 0.1%
0.6635747725	6	< 0.1%
0.2337301799	6	< 0.1%
0.366624307	6	< 0.1%
-0.2645595863	5	< 0.1%
0.4129439438	5	< 0.1%
0.8500548987	5	< 0.1%
0.7302403643	5	< 0.1%
Other values (28230)	28395	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-6.035054268	1	< 0.1%
-4.232409195	1	< 0.1%
-3.308049353	1	< 0.1%
-3.083184281	1	< 0.1%
-2.951458437	1	< 0.1%

Value	Count	Frequency (%)
5.525092704	1	< 0.1%
5.521139565	1	< 0.1%
3.410742347	1	< 0.1%
2.841479613	1	< 0.1%
2.768083522	1	< 0.1%

V26
Real number (ℝ)

Distinct count	28240
Unique (%)	99.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.0005195586804373462
Minimum	-1.59649266149536
Maximum	3.06790743126568
Zeros	0
Zeros (%)	0.0%
Memory size	222.5 KiB

Quantile statistics

Minimum	-1.596492661
5-th percentile	-0.6978155461
Q1	-0.3286380332
median	-0.04958284883
Q3	0.2410507363
95-th percentile	0.9250435787
Maximum	3.067907431
Range	4.664400093
Interquartile range (IQR)	0.5696887694

Descriptive statistics

Standard deviation	0.4848042432
Coefficient of variation (CV)	933.1077728
Kurtosis	0.8987560218
Mean	0.0005195586804
Median Absolute Deviation (MAD)	0.2822204639
Skewness	0.5856005914
Sum	14.78767916
Variance	0.2350351542

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.1667356343	11	< 0.1%
0.09654447079	11	< 0.1%
0.7358696518	7	< 0.1%
-0.6713228443	6	< 0.1%
-0.8244705574	6	< 0.1%
-0.398827515	6	< 0.1%
0.2196706474	5	< 0.1%
0.7344749363	5	< 0.1%
-0.3116850625	5	< 0.1%
0.3840134458	5	< 0.1%
Other values (28230)	28395	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1.596492661	1	< 0.1%
-1.459903151	1	< 0.1%
-1.438650026	1	< 0.1%
-1.425404003	1	< 0.1%
-1.422047443	1	< 0.1%

Value	Count	Frequency (%)
3.067907431	1	< 0.1%
3.040808202	1	< 0.1%
2.784122521	1	< 0.1%
2.735779091	1	< 0.1%
2.642934788	1	< 0.1%

V27
Real number (ℝ)

Distinct count	28240
Unique (%)	99.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.0005200606217028765
Minimum	-9.79356790513751
Maximum	8.70897233953388
Zeros	0
Zeros (%)	0.0%
Memory size	222.5 KiB

Quantile statistics

Minimum	-9.793567905
5-th percentile	-0.4167328315
Q1	-0.07178734456
median	0.0004875210019
Q3	0.08909998136
95-th percentile	0.3861183679
Maximum	8.70897234
Range	18.50254024
Interquartile range (IQR)	0.1608873259

Descriptive statistics

Standard deviation	0.3942348959
Coefficient of variation (CV)	-758.0556564
Kurtosis	87.52539266
Mean	-0.0005200606217
Median Absolute Deviation (MAD)	0.07807214565
Skewness	-2.711565594
Sum	-14.80196541
Variance	0.1554211532

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-0.06829900993	11	< 0.1%
-0.03586631529	11	< 0.1%
-0.05823276765	7	< 0.1%
0.09680094523	6	< 0.1%
0.2413052126	6	< 0.1%
0.02773512151	6	< 0.1%
-0.03920945159	5	< 0.1%
-0.09399898361	5	< 0.1%
0.03753621258	5	< 0.1%
-0.02846527247	5	< 0.1%
Other values (28230)	28395	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-9.793567905	1	< 0.1%
-8.878665148	1	< 0.1%
-7.263482146	1	< 0.1%
-6.90034219	1	< 0.1%
-6.752275508	1	< 0.1%

Value	Count	Frequency (%)
8.70897234	1	< 0.1%
6.943659026	1	< 0.1%
6.507170957	1	< 0.1%
5.866954598	1	< 0.1%
4.567813342	1	< 0.1%

V28
Real number (ℝ)

Distinct count	28240
Unique (%)	99.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.00026526827972482727
Minimum	-8.36485333190981
Maximum	15.7268065997888
Zeros	0
Zeros (%)	0.0%
Memory size	222.5 KiB

Quantile statistics

Minimum	-8.364853332
5-th percentile	-0.3170561786
Q1	-0.05236139271
median	0.01213774545
Q3	0.08082236274
95-th percentile	0.2533479946
Maximum	15.7268066
Range	24.09165993
Interquartile range (IQR)	0.1331837555

Descriptive statistics

Standard deviation	0.3042841701
Coefficient of variation (CV)	-1147.080874
Kurtosis	405.0651145
Mean	-0.0002652682797
Median Absolute Deviation (MAD)	0.06600939451
Skewness	2.499199364
Sum	-7.550065778
Variance	0.09258885619

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-0.02958470284	11	< 0.1%
0.01849457297	11	< 0.1%
-0.02665761951	7	< 0.1%
0.02869687829	6	< 0.1%
-0.02035863786	6	< 0.1%
-0.06028215108	6	< 0.1%
-0.0427869554	5	< 0.1%
-0.09194537929	5	< 0.1%
0.05061750996	5	< 0.1%
0.03612330941	5	< 0.1%
Other values (28230)	28395	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-8.364853332	1	< 0.1%
-8.310166727	1	< 0.1%
-8.257217896	1	< 0.1%
-6.621377122	1	< 0.1%
-6.390337595	1	< 0.1%

Value	Count	Frequency (%)
15.7268066	1	< 0.1%
9.718743202	1	< 0.1%
6.656343479	1	< 0.1%
4.968850337	1	< 0.1%
4.898383008	1	< 0.1%

V29
Real number (ℝ)

Distinct count	8795
Unique (%)	30.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.9240101725428976
Minimum	-0.3074128414727869
Maximum	165.94829874938867
Zeros	29
Zeros (%)	0.1%
Memory size	222.5 KiB

Quantile statistics

Minimum	-0.3074128415
5-th percentile	-0.2948298749
Q1	-0.2269265703
median	0.00558932439
Q3	0.7782784881
95-th percentile	4.86260742
Maximum	165.9482987
Range	166.2557116
Interquartile range (IQR)	1.005205058

Descriptive statistics

Standard deviation	3.347554948
Coefficient of variation (CV)	3.622855081
Kurtosis	337.4076229
Mean	0.9240101725
Median Absolute Deviation (MAD)	0.2879899392
Skewness	12.446906
Sum	26299.17753
Variance	11.20612413

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-0.2934395305	1324	4.7%
-0.2797456857	595	2.1%
-0.2949765947	503	1.8%
-0.1678194648	451	1.6%
-0.09781317683	351	1.2%
-0.1676797317	313	1.1%
-0.2967931251	294	1.0%
-0.2893872703	285	1.0%
-0.2824006148	254	0.9%
-0.2935792636	221	0.8%
Other values (8785)	23871	83.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.3074128415	183	0.6%
-0.3072731084	83	0.3%
-0.3071333753	6	< 0.1%
-0.306853909	3	< 0.1%
-0.3067141759	3	< 0.1%

Value	Count	Frequency (%)
165.9482987	1	< 0.1%
105.0751065	1	< 0.1%
92.65548802	1	< 0.1%
82.62279047	1	< 0.1%
68.9981136	1	< 0.1%

V30
Real number (ℝ)

HIGH CORRELATION

Distinct count	25706
Unique (%)	90.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.11991557229857243
Minimum	-0.994877759372173
Maximum	1.0349745650207356
Zeros	0
Zeros (%)	0.0%
Memory size	222.5 KiB

Quantile statistics

Minimum	-0.9948777594
5-th percentile	-0.7039468274
Q1	-0.3578842562
median	0.002155805402
Q3	0.6418279115
95-th percentile	0.934408299
Maximum	1.034974565
Range	2.029852324
Interquartile range (IQR)	0.9997121677

Descriptive statistics

Standard deviation	0.558245748
Coefficient of variation (CV)	4.655323218
Kurtosis	-1.291028192
Mean	0.1199155723
Median Absolute Deviation (MAD)	0.5009809796
Skewness	-0.04118689937
Sum	3413.037019
Variance	0.3116383151

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-0.950974518	5	< 0.1%
0.6018162807	5	< 0.1%
-0.1269634277	5	< 0.1%
-0.253727135	4	< 0.1%
-0.5743840976	4	< 0.1%
-0.5318554024	4	< 0.1%
0.6535438621	4	< 0.1%
0.9307440172	4	< 0.1%
0.4933446117	4	< 0.1%
-0.1875139511	4	< 0.1%
Other values (25696)	28419	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.9948777594	1	< 0.1%
-0.9947837733	1	< 0.1%
-0.9945018151	1	< 0.1%
-0.9944665703	1	< 0.1%
-0.9943725843	1	< 0.1%

Value	Count	Frequency (%)
1.034974565	1	< 0.1%
1.034927572	1	< 0.1%
1.034763096	1	< 0.1%
1.034692607	1	< 0.1%
1.034622117	1	< 0.1%

Class
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	222.5 KiB

0	28432
1	30

Frequency Table

Value	Count	Frequency (%)
0	28432	99.9%
1	30	0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

First rows

	ID	V1	V2	V3	V4	V5	V6	V7	V8	V9	V10	V11	V12	V13	V14	V15	V16	V17	V18	V19	V20	V21	V22	V23	V24	V25	V26	V27	V28	V29	V30
0	10	-0.338262	1.119593	1.044367	-0.222187	0.499361	-0.246761	0.651583	0.069539	-0.736727	-0.366846	1.017614	0.836390	1.006844	-0.443523	0.150219	0.739453	-0.540980	0.476677	0.451773	0.203711	-0.246914	-0.633753	-0.120794	-0.385050	-0.069733	0.094199	0.246219	0.083076	-0.255991	-0.994878
1	22	0.962496	0.328461	-0.171479	2.109204	1.129566	1.696038	0.107712	0.521502	-1.191311	0.724396	1.690330	0.406774	-0.936421	0.983739	0.710911	-0.602232	0.402484	-1.737162	-2.027612	-0.269321	0.143997	0.402492	-0.048508	-1.371866	0.390814	0.199964	0.016371	-0.014605	0.168937	-0.994784
2	63	1.145524	0.575068	0.194008	2.598192	-0.092210	-1.044430	0.531588	-0.241888	-0.896287	0.757952	-0.448937	-0.660863	-1.308522	0.788864	0.320294	0.295404	-0.287878	-0.451453	-1.011446	-0.191050	0.011106	-0.119703	-0.076510	0.691320	0.633984	0.048741	-0.053192	0.016251	0.169496	-0.994502
3	69	0.927060	-0.323684	0.387585	0.544474	0.246787	1.650358	-0.427576	0.615371	0.226278	-0.225495	1.944545	1.385160	-0.479262	0.314166	0.214167	-1.333716	1.002869	-2.119314	-1.053043	-0.185390	-0.040513	0.079359	0.096632	-0.992569	0.085096	0.377447	0.036096	-0.005960	0.331307	-0.994467
4	83	-3.005237	2.600138	1.483691	-2.418473	0.306326	-0.824575	2.065426	-1.829347	4.009259	6.051521	2.572500	0.066851	-0.353574	-2.837136	0.292227	-0.303774	-1.942303	-0.435450	-0.934016	2.456724	-0.852309	-0.181268	-0.163747	0.515821	0.136318	0.460054	-0.251259	-1.105751	-0.287012	-0.994373
5	93	1.107029	0.216441	0.538378	1.476398	-0.251942	-0.340680	0.154092	-0.086503	0.144420	-0.157375	-0.107560	1.066326	0.620788	-0.070889	-0.203858	-0.853479	0.336478	-1.179532	-0.501729	-0.111853	-0.060037	0.059884	-0.047526	0.443992	0.640296	-0.337657	0.042108	0.024265	0.065954	-0.994279
6	96	-0.658305	0.406791	2.037461	-0.291298	0.147910	-0.350857	0.945373	-0.172560	0.025133	-0.778135	-0.196290	0.632955	0.374025	-0.531597	-0.615063	-0.518078	0.003881	-1.288954	-0.797804	0.064133	-0.156096	-0.238805	0.089877	0.421195	-0.352487	0.074783	-0.094192	-0.092493	0.460980	-0.994232
7	99	-1.494668	0.837241	2.628211	3.145414	-0.609098	0.258495	-0.012189	0.102136	-0.286164	1.198556	-0.550296	-0.106846	0.208014	-0.680510	0.507764	-0.260264	0.246631	0.008856	0.899416	-0.028352	-0.140047	0.355044	0.332720	0.718193	-0.219366	0.118927	-0.317486	-0.340783	0.087752	-0.994196
8	100	1.232996	0.189454	0.491040	0.633673	-0.511574	-0.990609	0.066240	-0.196940	0.075921	-0.066060	-0.255743	0.255157	0.105247	0.284677	1.057322	0.315891	-0.411940	-0.511912	-0.120427	-0.077871	-0.251566	-0.770139	0.125998	0.369627	0.205598	0.094062	-0.033138	0.020990	-0.083980	-0.994185
9	127	-2.374380	0.597145	0.036656	-1.406989	0.299692	-0.341103	0.624572	0.369832	0.344458	-0.045989	-1.167890	-0.128854	0.204987	0.071852	0.740983	0.538994	-0.596465	-0.736380	-0.524396	-0.170734	-0.423323	-0.527400	0.162980	-0.894113	-0.087018	0.718174	-0.011363	-0.431914	0.810452	-0.994055

Last rows

	ID	V1	V2	V3	V4	V5	V6	V7	V8	V9	V10	V11	V12	V13	V14	V15	V16	V17	V18	V19	V20	V21	V22	V23	V24	V25	V26	V27	V28	V29	V30
28452	284706	1.661170	-0.776159	-0.641425	0.373346	-0.503214	-0.187082	-0.217116	-0.029741	0.842554	-0.085992	0.700722	1.519640	0.881897	0.068251	-0.106756	0.454024	-0.959484	0.282056	0.341769	0.174745	-0.093155	-0.490798	0.179927	-0.428102	-0.448987	-0.678428	0.000639	-0.015738	2.058129	1.033941
28453	284723	1.997441	-0.222483	-0.233130	0.456357	-0.669426	-0.750783	-0.418522	-0.123684	1.189656	-0.176663	-0.700218	0.849662	0.687853	-0.155863	0.583918	0.160013	-0.572944	-0.273566	-0.081015	-0.204358	-0.176921	-0.309985	0.372926	0.017563	-0.406941	-0.626052	0.040444	-0.030494	-0.305736	1.034058
28454	284736	-1.661169	-0.565425	0.294268	-1.549156	-2.301359	2.365956	-0.248881	-0.857361	0.137784	-0.514510	-1.035375	-0.968981	-1.664493	-0.370165	-0.280621	0.371750	1.606342	-2.685819	-0.447983	-1.139926	1.432397	-0.257828	-0.072471	-1.035804	-0.437889	-0.238543	0.365302	-0.448621	5.017117	1.034258
28455	284742	-1.655706	0.003114	-1.033249	-0.869445	3.343411	3.327608	-0.045678	1.139503	-0.272902	-1.375542	0.184611	-0.172118	-0.368367	-1.171362	0.755988	-0.502739	1.471500	0.228349	1.174098	0.183489	-0.235610	-0.633347	-0.038226	0.602366	0.690722	0.206904	-0.306675	-0.248686	0.262419	1.034328
28456	284768	-0.828204	0.649869	1.844301	0.191240	-0.605424	0.580329	-0.613623	0.921705	0.258664	-0.724563	-0.178046	0.045737	-1.061768	0.252285	-0.118079	1.107918	-1.014218	1.489030	-0.583982	-0.288842	0.408299	1.052364	-0.166668	-0.445412	-0.408367	-0.604823	0.104059	0.100645	-0.097953	1.034610
28457	284769	-0.546378	1.433992	-0.313252	0.926044	0.522388	-0.565669	1.066075	0.269799	-1.099446	-0.077753	0.534689	0.748099	-0.338301	1.018502	-1.058923	-0.914161	0.143397	0.154285	1.000673	0.007075	0.228159	0.778817	-0.175451	0.030397	0.018381	-0.395994	0.301655	0.173585	0.202753	1.034622
28458	284779	-0.764523	0.588379	-0.907599	-0.418847	0.901528	-0.760802	0.758545	0.414698	-0.730854	-1.245088	0.874312	0.162691	-1.011819	-0.317789	-0.887823	0.482847	0.681412	0.486991	-0.022064	0.024870	0.003530	-0.431876	0.141759	0.587119	-0.200998	0.267337	-0.152951	-0.065285	0.810452	1.034693
28459	284790	-0.446951	1.302212	-0.168583	0.981577	0.578957	-0.605641	1.253430	-1.042610	-0.417116	0.076605	-1.291228	-0.690868	-1.481724	0.753473	-0.191141	-1.129904	0.319074	-0.201862	0.744416	-0.203306	0.851800	0.305268	-0.148093	-0.038712	0.010209	-0.362666	0.503092	0.229921	0.537972	1.034763
28460	284801	2.039560	-0.175233	-1.196825	0.234580	-0.008713	-0.726571	0.017050	-0.118228	0.435402	0.267772	0.523316	0.559047	-0.834660	0.626211	-0.541494	0.225361	-0.605252	-0.163049	0.561695	-0.256922	-0.268048	-0.717211	0.297930	-0.359769	-0.315610	0.201114	-0.080826	-0.075071	-0.269964	1.034928
28461	284806	-0.240440	0.530483	0.702510	0.689799	-0.377961	0.623708	-0.686180	0.679145	0.392087	-0.399126	-1.933849	-0.962886	-1.042082	0.449624	1.962563	-0.608577	0.509928	1.113981	2.897849	0.127434	0.265245	0.800049	-0.163298	0.123205	-0.569159	0.546668	0.108821	0.104533	-0.167680	1.034975

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows